Account signals can help you choose who to contact and when. But you still need the right account, person, and message.
Pick the right accounts
Someone can engage with a sales post and still be a poor prospect. In one Extrovert campaign, only about eight out of every 100 people who reacted to relevant posts matched Extrovert's ICP. A social signal alone makes a pretty weak target list.
Company news has the same problem. A funding round, acquisition, new executive, or office opening matters when you can connect it to the right person and the problem you solve.
Basic company data narrows the market, but it does not tell you what is happening inside a business. Two founders with similar titles may have different priorities, budgets, and buying processes. Define account fit first. Then use fresh events to decide which accounts deserve attention now.
A practical targeting check looks like this:
- Check the account. Does the company match the size, market, business setup, or tech environment you serve?
- Check the person. Do they own, influence, or deal with the problem?
- Connect the event to your use case. What might this change mean for the work you help with?
- Check what you already know. Look at CRM history, product activity, and past sales conversations. They may show that your first guess is wrong.
- Prioritize the account when the full picture makes sense. A popular post or public funding round should not send hundreds of people into a sequence by itself.
Know the difference between a signal and intent
It helps to separate events happening around a prospect from actions they take with your company.
| Signal | Intent | |
|---|---|---|
| What it describes | A change around an account or person | An interaction with your company, product, or content |
| Examples | Funding, acquisition, hiring, a leadership change, a new office, a certification | A pricing-page visit, event registration, repeated ad engagement, a product signup, support activity |
| What it helps answer | What changed around this account? | How is this person or account interacting with us? |
| Main risk | Assuming every change opens a buying window | Assuming every interaction means they are ready to buy |
Georgi Furnadzhiev uses this split in his work. Both sides still need judgment. Funding may explain why a company is changing without showing demand for your product. A pricing-page visitor may be researching something they will need three months from now.
A buyer may follow a founder, read several posts, hear the company mentioned, and then visit the pricing page. You can track the page view, but earlier exposure helped bring them there.
You can also group signals by how you use them:
- Occasional signals come from a vendor or market event. A major platform changing its prices can give you a timely topic to discuss.
- Evergreen signals help you narrow a list over time. Certifications, expertise, event attendance, hiring patterns, and office locations may make one account more relevant than another.
- Custom signals come from your specific offer. A product change, integration need, team structure, or workflow gap may matter much more than a generic funding announcement.
Use a signal to choose the account. Mention it in the message only when it adds something useful.
Find and check accounts before outreach
Use signals to spot accounts where something changed, then check the fit before outreach. Keep doing regular outbound and inbound too.
A repeatable loop has three stages:
- Discovery: An account enters your view because something changed, or a person at that account discovers you.
- Interaction: They engage with your company, or you create a useful first touchpoint.
- Check: Compare your idea with CRM history, product usage, sales activity, customer-success data, and anything else you know.
For an acquisition workflow, start with a sign of budget or financial movement. Add a clue tied to your offer. Enrich the company and its people, check the ICP fit, and pass the useful details into outreach.
Imagine that you sell SEO services. An acquisition plus several office locations gives you a useful angle: the company may need to rethink how those locations appear in search. Use that idea for research and prioritization, not a creepy opening line.
Signalbase can send live account data to Clay, Claude Code, or another workflow tool. The result still depends on the data, your ICP, and your rules. Clay has features Claude Code does not. Agent-based workflows may suit other jobs. Pick the tools that fit how your team uses the data.
Write about what's happening now
Weak outreach often follows the same recipe. The sender repeats a public fact, adds a vague compliment, and jumps into a pitch.
- “I noticed that you're active on LinkedIn.”
- “Your thoughts on context engineering resonated.”
- “We help companies like yours…”
The sender found a fact but did little with it. The buyer learns nothing about the problem or change behind the message.
A relevant message matters more than a custom compliment. Show that you understand what may be happening and have something useful to add.
If someone posts about context engineering, saying “this resonated” wastes the clue. Ask how they are using it. If their research setup depends on old data, explain the problem that live context could solve.
Several facts can support one short message. Georgi has used leadership changes, a rebrand, product plans, the buyer's research tools, and gaps in their data. He keeps most of that research out of the copy. It helps him find the live issue and decide what to say.
Use this check before you send:
- Can the person tell why you chose them?
- Does the message speak to a current problem, limit, or plan?
- Does it add a thought beyond the public fact you found?
- Would it still work if you removed the vague compliment?
- Is the first question easy to answer without sitting through a pitch?
Don't dump your research into the message
If you know someone likes roses, bring roses. Do not spend the date explaining how you discovered their interest in roses.
A funding round, job change, or rebrand can shape your thinking without becoming the first sentence. Naming every event makes the message sound like database fields. Understand what changed, then use words the prospect would use.
A shared interaction is easier to mention. Someone may have registered for your event, used the product, spoken with support, or replied to a post. Still check the account before sending a sales message.
Signalbase can provide current account information to another workflow. It needs good data and clear instructions to judge fit. A person still reviews the result and decides whether to send a message.
Follow up with a new reason
Follow up when you have something new that gives the buyer a reason to answer.
That could be a relevant post, market news, a product update that answers an objection, or a meme that fits the relationship. Meeting in person can reveal why a deal is stuck. With permission, moving to a faster channel can help during an active evaluation.
Bring new information to every follow-up.
Georgi's preferred order is LinkedIn first, WhatsApp second, and email third. He asks for a WhatsApp number after a real conversation and gets permission first. He manages that channel by hand.
WhatsApp gives a founder or partner faster access, but it is harder to manage across a team or record in the CRM. Finding a private number and pitching there skips the permission that makes the channel work.
One Signalbase integration deal went quiet. Later, users raised the same product gap. Georgi also met someone close to the buyer and found support inside the buyer's team. He came back with proof and a new reason to talk, not another “checking in” message.
Georgi stops when follow-up feels spammy. Signalbase burned prospects with aggressive follow-up in its early days. Give people space and try again in two or three months if something changes.
Become familiar before you connect
One or two thoughtful comments can make your name familiar before you send a connection request.
A cold request often looks like the start of a sequence: accept today, get a copied pitch days later. A useful comment makes your name familiar. The person may check your profile or start the DM.
Extrovert's combined platform data showed:
- Connection acceptance was 27.4% with zero comments and 41.1% after two.
- First-DM reply rate was 23.4% with zero comments and 31.3% after two.
- People in the two-comment group were 2.4 times as likely to send the first DM.
Across 127,725 requests, acceptance was highest after two comments and lower after five or more. Quality and timing still matter.
Extrovert helps teams find and filter prospect posts, read summaries, and get comment drafts based on their instructions. The user reviews every comment before it is posted and stays responsible for the relationship.
Warm up quiet prospects through the people they follow
Many buyers read LinkedIn without publishing. They still follow people, like posts, and join discussions. Those interactions create places where they may see your name before you connect.
Commenting around a prospect's network takes more work. Extrovert saw about 27% acceptance for a cold request and 41% after this warm-up.
This can help in healthcare, hospitality, and construction, where many buyers rarely post. Choose threads they are likely to see and add something useful. Random comments on big creator posts bring back the same targeting problem.
Plan for a longer sales cycle
A reply, demo, or trial may happen months before a decision. A two-to-four-week sequence is often much shorter than the buying process.
Extrovert saw 18.6% late replies after silence when the sender stayed present and followed up, compared with 2.3% without the extra follow-up.
Keep the door open for months without spending months of work on every account. Track the right people and alert the owner only when something changes. Make it easy to leave someone alone too.
Start with warm connections in your network. Filter them against your ICP and check old conversations and CRM history. Watch the people who fit for meaningful changes. They already know your name. You need a good reason to return.
Use Conversation Restarters to reopen old chats
A buying signal helps you choose an account. A Conversation Restarter gives you a natural reason to speak with someone again.
| Buying signal | Conversation Restarter | |
|---|---|---|
| Main question | Why should we prioritize this account now? | Why does it make sense to talk to this person again now? |
| Examples | Funding tied to the use case, hiring, product usage, pricing activity, CRM evidence | A launch, event, milestone, job change, post, or public opinion |
| What it suggests | The account's situation or buying journey may have changed | There is an easy, human way to reopen the conversation |
| What it does not prove | That the buyer has chosen a vendor | That the person wants to buy |
If a prospect launches on Product Hunt, ask how it went. If they publish a framework connected to a project you discussed, ask what they want to do with it. Then ask whether the project could help bring it to market.
Make the next reply easy. A sales opportunity may follow, but a launch or post does not mean the person wants to buy.
Extrovert watches activity around saved prospects. Conversation Restarters show possible DMs and the reason for each suggestion. The salesperson decides what to use and owns the conversation.
Keep the long game low-effort
Keep good-fit accounts on your radar. Reach out when a real change gives you something useful to say.
A teammate or social media manager can watch prospects and handle routine follow-ups. The founder or salesperson should take over important sales and closing conversations. This keeps the relationship personal without asking one person to monitor every account.
Frequently asked questions about signal-based GTM
Does a social signal mean someone fits your ICP or intends to buy?
No. In one Extrovert campaign, only about 8% of people who engaged with relevant posts matched its ICP. Check the account, person, and use case before outreach. A signal alone does not mean someone is ready to buy.
How can you improve a message built from a signal?
Use the signal to understand the prospect's current problem, limit, or plan. Add a useful thought or ask a real question. Repeating a public fact, saying it “resonated,” and pitching gives them little reason to answer.
Should you move a sales conversation from LinkedIn to WhatsApp?
Georgi prefers LinkedIn first, WhatsApp second, and email third. He asks for the number after a real conversation and gets permission. He then manages WhatsApp by hand. Faster access can help an active deal, but team ownership, handoffs, and CRM tracking become harder.
Which work belongs in Clay, and which belongs in Claude Code?
There is no fixed split. Clay has browsing and workflow features that Claude Code does not. Both can run parts of the process. Choose based on how your team needs to review and use the data. Good data and a clear use case matter more than picking one winner.
How do you scale relevant one-to-one communication?
Build a system around the conversation. Let software monitor prospects, filter posts, and help with prioritization. Extrovert shows prospect posts, summaries, and comment drafts that users review before posting. Conversation Restarters show possible DMs and the reason for each suggestion. The salesperson chooses what to use and owns the conversation.
Does the commenting workflow support non-English markets?
Yes. Users can tell the model to work in one or more languages or match the language of each post. A Portuguese post can get a Portuguese draft, and an English post can get an English draft.
What if your prospects rarely post on LinkedIn?
Look at their orbit: colleagues, industry voices, posts they like, and discussions they join. Extrovert saw about 27% connection acceptance for cold requests and 41% after this indirect warm-up. Focus on posts the prospect is likely to see and comments that add something useful.
Should you post as well as comment?
Yes. Oleg believes posting helps outbound too, though Extrovert's commenting data does not track it.
Which parts of LinkedIn engagement can a team outsource?
A teammate can monitor prospects and handle some routine follow-ups. This can make the work more consistent. The founder or salesperson should keep control of important sales and closing conversations, where their judgment and relationship matter most.
